{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Taking `examples/examples.ipynb` as a starting point.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/pschafer/.pyenv/versions/3.6.2/envs/yellowbrick/lib/python3.6/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "sys.path.append(\"..\")\n",
    "sys.path.append(\"../..\")\n",
    "\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import yellowbrick as yb\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from download import download_all \n",
    "\n",
    "## The path to the test data sets\n",
    "FIXTURES  = os.path.join(os.getcwd(), \"data\")\n",
    "\n",
    "## Dataset loading mechanisms\n",
    "datasets = {\n",
    "    \"credit\": os.path.join(FIXTURES, \"credit\", \"credit.csv\"),\n",
    "    \"concrete\": os.path.join(FIXTURES, \"concrete\", \"concrete.csv\"),\n",
    "    \"occupancy\": os.path.join(FIXTURES, \"occupancy\", \"occupancy.csv\"),\n",
    "    \"mushroom\": os.path.join(FIXTURES, \"mushroom\", \"mushroom.csv\"),\n",
    "}\n",
    "\n",
    "def load_data(name, download=True):\n",
    "    \"\"\"\n",
    "    Loads and wrangles the passed in dataset by name.\n",
    "    If download is specified, this method will download any missing files. \n",
    "    \"\"\"\n",
    "    # Get the path from the datasets \n",
    "    path = datasets[name]\n",
    "    \n",
    "    # Check if the data exists, otherwise download or raise \n",
    "    if not os.path.exists(path):\n",
    "        if download:\n",
    "            download_all() \n",
    "        else:\n",
    "            raise ValueError((\n",
    "                \"'{}' dataset has not been downloaded, \"\n",
    "                \"use the download.py module to fetch datasets\"\n",
    "            ).format(name))\n",
    "    \n",
    "    # Return the data frame\n",
    "    return pd.read_csv(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20560\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>temperature</th>\n",
       "      <th>relative humidity</th>\n",
       "      <th>light</th>\n",
       "      <th>C02</th>\n",
       "      <th>humidity</th>\n",
       "      <th>occupancy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015-02-04 17:51:00</td>\n",
       "      <td>23.18</td>\n",
       "      <td>27.2720</td>\n",
       "      <td>426.0</td>\n",
       "      <td>721.25</td>\n",
       "      <td>0.004793</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-02-04 17:51:59</td>\n",
       "      <td>23.15</td>\n",
       "      <td>27.2675</td>\n",
       "      <td>429.5</td>\n",
       "      <td>714.00</td>\n",
       "      <td>0.004783</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015-02-04 17:53:00</td>\n",
       "      <td>23.15</td>\n",
       "      <td>27.2450</td>\n",
       "      <td>426.0</td>\n",
       "      <td>713.50</td>\n",
       "      <td>0.004779</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015-02-04 17:54:00</td>\n",
       "      <td>23.15</td>\n",
       "      <td>27.2000</td>\n",
       "      <td>426.0</td>\n",
       "      <td>708.25</td>\n",
       "      <td>0.004772</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-02-04 17:55:00</td>\n",
       "      <td>23.10</td>\n",
       "      <td>27.2000</td>\n",
       "      <td>426.0</td>\n",
       "      <td>704.50</td>\n",
       "      <td>0.004757</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              datetime  temperature  relative humidity  light     C02  \\\n",
       "0  2015-02-04 17:51:00        23.18            27.2720  426.0  721.25   \n",
       "1  2015-02-04 17:51:59        23.15            27.2675  429.5  714.00   \n",
       "2  2015-02-04 17:53:00        23.15            27.2450  426.0  713.50   \n",
       "3  2015-02-04 17:54:00        23.15            27.2000  426.0  708.25   \n",
       "4  2015-02-04 17:55:00        23.10            27.2000  426.0  704.50   \n",
       "\n",
       "   humidity  occupancy  \n",
       "0  0.004793          1  \n",
       "1  0.004783          1  \n",
       "2  0.004779          1  \n",
       "3  0.004772          1  \n",
       "4  0.004757          1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the classification data set\n",
    "data = load_data('occupancy') \n",
    "print(len(data))\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Specify the features of interest and the classes of the target \n",
    "features = [\"temperature\", \"relative humidity\", \"light\", \"C02\", \"humidity\"]\n",
    "classes = ['unoccupied', 'occupied']\n",
    "\n",
    "# Get a small sample for demo-ing\n",
    "X = data.head(1000)[features]\n",
    "y = data.head(1000).occupancy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot all the things"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from yellowbrick.features import (Rank1D, \n",
    "                                  Rank2D,\n",
    "                                  ScatterViz,\n",
    "                                  RadViz,\n",
    "                                  ParallelCoordinates,\n",
    "                                  JointPlotVisualizer,\n",
    "                                  PCADecomposition\n",
    "                                 )\n",
    "from yellowbrick.pipeline import VisualPipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "dataframe version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115579278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3, 2, figsize=[12, 16])\n",
    "pl = VisualPipeline([\n",
    "    ('rank1d', Rank1D(features=features, ax=ax[0,0])),\n",
    "    ('rank2d', Rank2D(features=features, ax=ax[1,0])),\n",
    "    ('pcoords', ParallelCoordinates(features=features, classes=classes, ax=ax[0,1])),\n",
    "    ('radviz', RadViz(features=features, classes=classes, ax=ax[1,1])),\n",
    "    ('scatter', ScatterViz(features=features[:2], classes=classes, ax=ax[2,0])),\n",
    "#     ('joinplot', JointPlotVisualizer(feature=features[0], ax=ax[2,1])),\n",
    "    ('pca', PCADecomposition(ax=ax[2,1]))\n",
    "])\n",
    "pl.fit_transform_poof(X, y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "numpy version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1170eb4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3, 2, figsize=[12, 16])\n",
    "pl = VisualPipeline([\n",
    "    ('rank1d', Rank1D(features=features, ax=ax[0,0])),\n",
    "    ('rank2d', Rank2D(features=features, ax=ax[1,0])),\n",
    "    ('pcoords', ParallelCoordinates(features=features, classes=classes, ax=ax[0,1])),\n",
    "    ('radviz', RadViz(features=features, classes=classes, ax=ax[1,1])),\n",
    "    ('scatter', ScatterViz(x=0, y=1, classes=classes, ax=ax[2,0])),\n",
    "#     ('joinplot', JointPlotVisualizer(feature=features[0], cvax=ax[2,1])),\n",
    "    ('pca', PCADecomposition(ax=ax[2,1]))\n",
    "])\n",
    "pl.fit_transform_poof(X.values, y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
